I’m a PhD student working with David Mimno and Matthew Wilkens at Cornell University in the Culture and Computation Lab. I'm also an AI Research Scientist at Epiq AI Labs.

I look for where humans and language models disagree on the world. My published research draws on narrative theory to show how LLMs (fail to) capture cultural concepts in areas like jurisprudence, journalism, and storytelling. This helps us improve them.

I've consulted for news organizations like NYT and AP on language models. I've also given talks at the Nieman Foundation, Harvard's CS50, and the Computer History Museum.

Resume / Bluesky / X / email / LinkedIn / Google Scholar

06/2026 404 Media, The Guardian, Gizmodo, Yahoo! Tech, and Vice wrote about "Elias in the Lighthouse, Again?"
05/2026 "Lost in Space" was accepted at GEM Workshop 2026
04/2026 One paper accepted at ACL 2026
02/2026 "Too Long, Didn't Model" was accepted at SIGHUM 2026
01/2026 "NarraBench" was accepted at EACL 2026
10/2025 Organizing the next NLP4DH, co-located with ACL 2026
07/2025 Hired as an AI Research Scientist at Epiq AI Labs
07/2025 "The Zero Body Problem" was accepted at COLM 2025
05/2025 Began a summer internship at Epiq AI Labs
04/2025 Attended NAACL 2025 and presented "A City of Millions" at NLP4DH
04/2025 NSERC awarded me a 3-year scholarship to pursue extracting knowledge from neural networks
01/2025 Spoke on structuring data for the digital humanities at Concordia University

Papers

Attention Flows: Tracing LLM Conceptual Engagement via Story SummariesRMM Hicke, S Hamilton, D Mimno, and RD Kristensen-McLachlanarXiv 2026
Too Long, Didn't Model: Decomposing LLM Long-Context Understanding With NovelsS Hamilton, RMM Hicke, M Wilkens, and D MimnoSIGHUM 2026
NarraBench: A Comprehensive Framework for Narrative BenchmarkingS Hamilton, M Wilkens, and A PiperEACL 2026
SHADES: Towards a Multilingual Assessment of Stereotypes in Large Language ModelsM Mitchell, G Attanasio, I Baldini, M Clinciu, J Clive, P Delobelle, M Dey, S Hamilton, et al.NAACL 2025
A City of Millions: Mapping Literary Social Networks At ScaleS Hamilton, RMM Hicke, D Mimno, and M WilkensNLP4DH 2025
The Zero Body Problem: Probing LLM Use of Sensory LanguageRMM Hicke, S Hamilton, and D MimnoCOLM 2025
Million Eyes on the "Robot Umps": The Case for Studying Sports in HRI Through BaseballW Kamino, AW Wen-Yi, D Agarwal, S Hamilton, EJ Kang, J Kim, et al.HRI 2025
Blind Judgement: Agent-Based Supreme Court Modelling With GPTS HamiltonAAAI Workshop on Creative AI 2023
Mrs. Dalloway Said She Would Segment The Chapters HerselfP Sui, L Wang, S Hamilton, T Ries, K Wong, and S WongWNU 2023

Software

DocPlotPrivate semantic search in the browser.2023
COVID-17Showcases a counterfactual COVID narrative.2021
semantic-spaceGenerates thesauruses from latent space.2021
adsb-utilsMaps ADS-B packets with ncurses.2020
feature-space-explorerPlots sentence embeddings in 3D.2020

Courses

Generative AI For Journalists350 students.Dec 2023
How to use ChatGPT and other generative AI tools in your newsrooms10k+ students, translated into Spanish & Portuguese.Aug 2023

Workshops

NLP4DH 2025I served as session chair.Apr 2025
Workshop on AI & DHConcordia UniversityNov 2024
Run LLMs On Your LaptopMedia PartySep 2023
Workshop and Mixer on ChatGPTBrown Institute for Media InnovationApr 2023